#Libraries Used:
library(tibble)
library(readr)
library(keras)
#Reading Data:
data <- read.csv("jena_climate_2009_2016.csv")
head(data)
#Preparing the data:
data <- data.matrix(data[,-1])
train_data <- data[1:200000,]
mean <- apply(train_data, 2, mean)
std <- apply(train_data, 2, sd)
data <- scale(data, center = mean, scale = std)
#Generation Function:
generator <- function(data, lookback, delay, min_index, max_index,
shuffle = FALSE, batch_size = 128, step = 6) {
if (is.null(max_index))
max_index <- nrow(data) - delay - 1
i <- min_index + lookback
function() {
if (shuffle) {
rows <- sample(c((min_index+lookback):max_index), size = batch_size)
} else {
if (i + batch_size >= max_index)
i <<- min_index + lookback
rows <- c(i:min(i+batch_size-1, max_index))
i <<- i + length(rows)
}
samples <- array(0, dim = c(length(rows),
lookback / step,
dim(data)[[-1]]))
targets <- array(0, dim = c(length(rows)))
for (j in 1:length(rows)) {
indices <- seq(rows[[j]] - lookback, rows[[j]] - 1,
length.out = dim(samples)[[2]])
samples[j,,] <- data[indices,]
targets[[j]] <- data[rows[[j]] + delay,2]
}
list(samples, targets)
}
}
#Variables:
lookback <- 1440
step <- 6
delay <- 144
batch_size <- 128
train_gen <- generator(
data,
lookback = lookback,
delay = delay,
min_index = 1,
max_index = 200000,
shuffle = TRUE,
step = step,
batch_size = batch_size
)
val_gen = generator(
data,
lookback = lookback,
delay = delay,
min_index = 200001,
max_index = 300000,
step = step,
batch_size = batch_size
)
test_gen <- generator(
data,
lookback = lookback,
delay = delay,
min_index = 300001,
max_index = NULL,
step = step,
batch_size = batch_size
)
# This is how many steps to draw from `val_gen`
# in order to see the whole validation set:
val_steps <- (300001 - 200001 - lookback) / batch_size
# This is how many steps to draw from `test_gen`
# in order to see the whole test set:
test_steps <- (nrow(data) - 300001 - lookback) / batch_size
#Model 1:
model <- keras_model_sequential() %>%
layer_flatten(input_shape = c(lookback / step, dim(data)[-1])) %>%
layer_dense(units = 32, activation = "relu") %>%
layer_dense(units = 1)
2020-05-03 20:09:40.978208: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
model %>% compile(
optimizer = optimizer_rmsprop(),
loss = "mae"
)
history <- model %>% fit_generator(
train_gen,
steps_per_epoch = 500,
epochs = 30,
validation_data = val_gen,
validation_steps = val_steps
)
Epoch 1/30
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Epoch 2/30
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Epoch 3/30
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Epoch 4/30
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Epoch 5/30
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Epoch 9/30
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Epoch 10/30
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Epoch 12/30
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Epoch 18/30
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500/500 [==============================] - 61s 122ms/step - loss: 0.2016 - val_loss: 0.3287
Epoch 19/30
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Epoch 20/30
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#Model 2 with LSTM layer